Linear Algebra Chapter 1 True or False
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Questions and Answers

A homogeneous system of equations can be inconsistent.

False

If x is a nontrivial solution of Ax=0, then every entry in x is nonzero.

False

The effect of adding p to a vector is to move the vector in a direction parallel to p.

True

The equation Ax=b is homogeneous if the zero vector is a solution.

<p>True</p> Signup and view all the answers

If Ax=b is consistent, then the solution set of Ax=b is obtained by translating the solution set of Ax=0.

<p>True</p> Signup and view all the answers

The equation Ax=b is referred to as a vector equation.

<p>False</p> Signup and view all the answers

A vector b is a linear combination of the columns of a matrix A if and only if the equation Ax=b has at least one solution.

<p>True</p> Signup and view all the answers

The equation Ax=b is consistent if the augmented matrix Ab has a pivot position in every row.

<p>False</p> Signup and view all the answers

The first entry in the product Ax is a sum of products.

<p>True</p> Signup and view all the answers

If the columns of an m×n matrix A span ℝm, then the equation Ax=b is consistent for each b in ℝm.

<p>True</p> Signup and view all the answers

If A is an m×n matrix and if the equation Ax=b is inconsistent for some b in ℝm, then A cannot have a pivot position in every row.

<p>True</p> Signup and view all the answers

Study Notes

Homogeneous Systems

  • A homogeneous system of equations, represented as Ax=0, always has at least one solution, specifically x=0.
  • Such a system cannot be inconsistent as it guarantees the existence of the trivial solution.

Nontrivial Solutions

  • A nontrivial solution of Ax=0 is a nonzero vector that satisfies the equation.
  • This solution can contain zero entries; only not all entries can be zero.

Vector Addition

  • Adding a vector p to another vector v moves v in a direction parallel to p.
  • This applies equally in ℝ2 and ℝ3, shifting the vector along the line from p to the origin.

Homogeneous Equation Characteristics

  • An equation Ax=b is classified as homogeneous if it can be written in the format Ax=0.
  • If the zero vector is a solution, then b must equal Ax=A0=0, affirming the homogeneous nature.

Consistent Solutions and Translations

  • If Ax=b is consistent, its solution set can be expressed as translating the solution set of the homogeneous equation Ax=0.
  • Each solution can be represented as w=p+vh, where p is a specific solution and vh represents any solution to the homogeneous equation.

Matrix vs. Vector Equation

  • The expression Ax=b is categorized as a matrix equation due to the matrix A involved.
  • It is important to distinguish this from vector equations.

Linear Combinations

  • A vector b is a linear combination of matrix A's columns if there exists at least one solution to Ax=b.
  • This concept relates directly to expressing the equation in terms of the matrix's columns and vector components.

Consistency Criteria

  • The statement "the equation Ax=b is consistent if the augmented matrix Ab has a pivot position in every row" is false.
  • A pivot position could exist in the b column, affecting the overall consistency of the equation.

Entry Calculation in Products

  • The first entry of the product Ax is calculated as the sum of products of respective entries in vector x and the corresponding entries from the first column of A.

Column Spanning Implications

  • If matrix A's columns span ℝm, it ensures that Ax=b is consistent for all b in ℝm.
  • This property guarantees the existence of solutions for every possible b vector.

Pivot Position and Inconsistency

  • For an m×n matrix A, if Ax=b is inconsistent for some b in ℝm, then it cannot have a pivot position in every row.
  • This reinforces the direct relationship between pivot positions and the existence of solutions to the system of equations.

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Test your understanding of Linear Algebra concepts with this True or False flashcard quiz. Focus on key definitions and properties related to homogeneous systems of equations and their solutions.

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